{"id":"https://openalex.org/W4392905100","doi":"https://doi.org/10.1109/ccnc51664.2024.10454755","title":"Machine Learning Algorithms for DoS and DDoS Cyberattacks Detection in Real-Time Environment","display_name":"Machine Learning Algorithms for DoS and DDoS Cyberattacks Detection in Real-Time Environment","publication_year":2024,"publication_date":"2024-01-06","ids":{"openalex":"https://openalex.org/W4392905100","doi":"https://doi.org/10.1109/ccnc51664.2024.10454755"},"language":"en","primary_location":{"id":"doi:10.1109/ccnc51664.2024.10454755","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ccnc51664.2024.10454755","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE 21st Consumer Communications & Networking Conference (CCNC)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5093279898","display_name":"Ethan Berei","orcid":null},"institutions":[{"id":"https://openalex.org/I150722199","display_name":"Ohio Northern University","ror":"https://ror.org/052963a64","country_code":"US","type":"education","lineage":["https://openalex.org/I150722199","https://openalex.org/I4210162304"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Ethan Berei","raw_affiliation_strings":["Engineering and Computer Science, Ohio Northern University,Department of Electrical & Computer,OH,USA"],"affiliations":[{"raw_affiliation_string":"Engineering and Computer Science, Ohio Northern University,Department of Electrical & Computer,OH,USA","institution_ids":["https://openalex.org/I150722199"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101452525","display_name":"M. Ajmal Khan","orcid":"https://orcid.org/0009-0007-5259-7119"},"institutions":[{"id":"https://openalex.org/I150722199","display_name":"Ohio Northern University","ror":"https://ror.org/052963a64","country_code":"US","type":"education","lineage":["https://openalex.org/I150722199","https://openalex.org/I4210162304"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"M. Ajmal Khan","raw_affiliation_strings":["Engineering and Computer Science, Ohio Northern University,Department of Electrical & Computer,OH,USA"],"affiliations":[{"raw_affiliation_string":"Engineering and Computer Science, Ohio Northern University,Department of Electrical & Computer,OH,USA","institution_ids":["https://openalex.org/I150722199"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5050396097","display_name":"Ahmed Oun","orcid":"https://orcid.org/0000-0001-6069-9261"},"institutions":[{"id":"https://openalex.org/I150722199","display_name":"Ohio Northern University","ror":"https://ror.org/052963a64","country_code":"US","type":"education","lineage":["https://openalex.org/I150722199","https://openalex.org/I4210162304"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ahmed Oun","raw_affiliation_strings":["Engineering and Computer Science, Ohio Northern University,Department of Electrical & Computer,OH,USA"],"affiliations":[{"raw_affiliation_string":"Engineering and Computer Science, Ohio Northern University,Department of Electrical & Computer,OH,USA","institution_ids":["https://openalex.org/I150722199"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5093279898"],"corresponding_institution_ids":["https://openalex.org/I150722199"],"apc_list":null,"apc_paid":null,"fwci":2.3644,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.88550827,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1048","last_page":"1049"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11241","display_name":"Advanced Malware Detection Techniques","score":0.9950000047683716,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11598","display_name":"Internet Traffic Analysis and Secure E-voting","score":0.9871000051498413,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/denial-of-service-attack","display_name":"Denial-of-service attack","score":0.8685909509658813},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7602521181106567},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.36012595891952515},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.32776981592178345},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.2592616677284241},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.0858566164970398}],"concepts":[{"id":"https://openalex.org/C38822068","wikidata":"https://www.wikidata.org/wiki/Q131406","display_name":"Denial-of-service attack","level":3,"score":0.8685909509658813},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7602521181106567},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.36012595891952515},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.32776981592178345},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.2592616677284241},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.0858566164970398}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ccnc51664.2024.10454755","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ccnc51664.2024.10454755","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE 21st Consumer Communications & Networking Conference (CCNC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":10,"referenced_works":["https://openalex.org/W2904650962","https://openalex.org/W2945561205","https://openalex.org/W3084346886","https://openalex.org/W3134111902","https://openalex.org/W3216826992","https://openalex.org/W4283313119","https://openalex.org/W4312669376","https://openalex.org/W4316466921","https://openalex.org/W4320712876","https://openalex.org/W4324290865"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W4386482731","https://openalex.org/W2765763546","https://openalex.org/W4385302085","https://openalex.org/W2360429410","https://openalex.org/W4390188535","https://openalex.org/W4256682929","https://openalex.org/W335511927"],"abstract_inverted_index":{"Amid":[0],"the":[1,47,65,99],"escalating":[2],"global":[3],"threat":[4],"of":[5,50,67,85,92,102],"severe":[6],"cyberattacks,":[7,122],"integrating":[8],"Machine":[9],"Learning":[10],"(ML)":[11],"into":[12],"cybersecurity":[13],"has":[14],"become":[15],"a":[16,32,37,82,108,124],"critical":[17],"research":[18],"priority.":[19],"This":[20],"study":[21],"addresses":[22],"this":[23,93],"imperative":[24],"by":[25],"training":[26],"several":[27],"distinct":[28],"ML":[29,68],"models":[30,106,115],"using":[31,81],"refined":[33],"dataset":[34],"that":[35],"underwent":[36],"meticulous":[38],"double-feature":[39],"reduction":[40],"process.":[41],"The":[42,90],"objective":[43],"is":[44],"to":[45],"enable":[46],"accurate":[48],"detection":[49,105],"different":[51],"malicious":[52],"network":[53,73],"traffic,":[54],"mainly":[55],"DoS":[56],"and":[57,77,87],"DDoS,":[58],"within":[59],"real-time":[60,80],"operational":[61],"environments.":[62],"To":[63],"validate":[64],"efficacy":[66],"algorithms":[69],"in":[70,79,120],"controlled":[71],"settings,":[72],"packets":[74],"are":[75,95],"captured":[76],"analyzed":[78],"synergistic":[83],"combination":[84],"PyShark":[86],"CICFlowMeter":[88],"tools.":[89],"results":[91],"investigation":[94],"highly":[96],"promising,":[97],"revealing":[98],"successful":[100],"development":[101],"robust":[103],"intrusion":[104],"through":[107],"novel":[109],"dual-feature":[110],"selection":[111],"approach.":[112],"Notably,":[113],"these":[114],"achieved":[116],"exceptional":[117],"accuracy":[118],"rates":[119],"detecting":[121],"demonstrating":[123],"remarkable":[125],"99%":[126],"success.":[127]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":2}],"updated_date":"2026-04-22T08:38:42.863108","created_date":"2025-10-10T00:00:00"}